OpenAI’s GPT-6.1 Sol matches flagship Astra on DeepSWE v1.1 at $0.65 per task—a 7x cost reduction—while cutting autonomous computer-use safety violations from 17.4% to 4.3% and dropping cached input pricing to $0.10/1M tokens.
Xiaomi streamed its $3.5M real-time RL run for MiMo-V2.6. An architectural audit of live cluster telemetry, fatal OOM restarts, GRPO mechanics, and benchmark tops.
OpenAI drops GPT-6 Sol at $2/M input with 50% fewer errors, hitting 68.8% on DeepSWE v1.1 to match Claude Fable 5 at 80% lower cost. Full tech breakdown.
OpenAI releases GPT-6 Luna at $0.10/M input and $0.50/M output, scoring 66.6% on DeepSWE to match Claude Opus 5 at 93% lower per-task operational cost.
Technical benchmark audit of DeepSWE v1.1 by Aditi Sharma. Debunking git reflog leaks and test tampering, while exposing how 166-turn Test-Time Compute subsidizes 74% Pass@1 rates.